He stared at the review, "Lacking ambition, a prisoner of its own mediocrity," and felt a cold dread settle in his stomach. Chef Kenji, usually brimming with creative energy, now felt utterly depleted. The review had dismantled his confidence, leaving him adrift. He needed grounding, and his phone’s contacts were a catalogue of all the people who knew his routines, his history, everything. He immediately thought of his business partner, Maria. Her strong personality made it easy for him. Her steady resolve was the only thing that could lift him.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

This story is one of 1,000 stories generated for the emotion dependent. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 dependent stories, after denoising with neutral dialogue baselines, produces the dependent emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the dependent vector is projected through the unembedding matrix.

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258